Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-11)

Models-based Optimization Methods for the Specication of Fuzzy Inference Systems in Discrete EVent Simulation

Authors
Paul-Antoine Bisgambiglia, Bastien Poggi, Céline Nicolai
Corresponding Author
Paul-Antoine Bisgambiglia
Available Online August 2011.
DOI
10.2991/eusflat.2011.6How to use a DOI?
Keywords
DEVS, Fuzzy Sets Theory, FIS, optimization models, iDEVS, DEVFIS
Abstract

Fuzzy Inference Systems (FIS) have the advantage of relying on the properties of Fuzzy Logic to represent imperfect information so gradually, and manipulate them from a linguistic description. This exibility of representation is more signicant for the study of complex systems. Our aims are to propose a formal approach for describing FIS as a Discrete Event System (DES), and to extend a DES in order to use the many advantages oered by FIS: exibility, easy implementation, robustness... In this paper, we present the extension of Discrete EVent system Specication (DEVS) formalism to represent FIS, and we propose a modular approach (DEVFIS) to use several optimization methods. We focus mainly on the used new aproach about using genetic algoritm in order to optimize the FIS.

Copyright
© 2011, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-11)
Series
Advances in Intelligent Systems Research
Publication Date
August 2011
ISBN
978-90-78677-00-0
ISSN
1951-6851
DOI
10.2991/eusflat.2011.6How to use a DOI?
Copyright
© 2011, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Paul-Antoine Bisgambiglia
AU  - Bastien Poggi
AU  - Céline Nicolai
PY  - 2011/08
DA  - 2011/08
TI  - Models-based Optimization Methods for the Specication of Fuzzy Inference Systems in Discrete EVent Simulation
BT  - Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-11)
PB  - Atlantis Press
SP  - 957
EP  - 964
SN  - 1951-6851
UR  - https://doi.org/10.2991/eusflat.2011.6
DO  - 10.2991/eusflat.2011.6
ID  - Bisgambiglia2011/08
ER  -